{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import importlib\n",
    "import os\n",
    "\n",
    "import polars as pl\n",
    "\n",
    "import art.utils.benchmarking.charts\n",
    "from art.utils.benchmarking.charts import (\n",
    "    percentage_comparison_bar_chart,\n",
    "    training_progress_chart,\n",
    ")\n",
    "from art.utils.benchmarking.load_trajectories import load_trajectories\n",
    "from art.utils.benchmarking.types import BenchmarkModelKey\n",
    "from art.utils.get_repo_root_path import get_repo_root_path\n",
    "\n",
    "importlib.reload(art.utils.benchmarking.charts)\n",
    "\n",
    "project_name = \"tic-tac-toe-local\"\n",
    "\n",
    "# await load_trajectories.bust_cache()\n",
    "df = await load_trajectories(\n",
    "    project_name=project_name,\n",
    "    models=[\"009\", \"001-script\", \"gpt-4o\", \"gpt-4.1\"],\n",
    "    debug=True,\n",
    ")  # type: ignore\n",
    "\n",
    "\n",
    "# Create the first chart (bar chart)\n",
    "fig1 = percentage_comparison_bar_chart(\n",
    "    df,\n",
    "    metric_name=\"win\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"001-script\", \"agent-001\", \"train\"),\n",
    "        BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "    ],\n",
    "    title=\"Percentage of Games Won\",\n",
    ")\n",
    "\n",
    "benchmarks_dir = f\"{get_repo_root_path()}/assets/benchmarks/{project_name}\"\n",
    "\n",
    "os.makedirs(benchmarks_dir, exist_ok=True)\n",
    "\n",
    "fig1.savefig(f\"{benchmarks_dir}/accuracy-comparison.svg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create the second chart (line chart)\n",
    "fig2 = training_progress_chart(\n",
    "    df.filter(pl.col(\"step\").ne(592)),\n",
    "    \"win\",\n",
    "    models=[\n",
    "        BenchmarkModelKey(\"001-script\", \"agent-001\", \"train\"),\n",
    "        BenchmarkModelKey(\"gpt-4o\", \"GPT-4o\"),\n",
    "        BenchmarkModelKey(\"gpt-4.1\", \"GPT-4.1\"),\n",
    "    ],\n",
    "    title=\"Fraction of Games Won\",\n",
    "    y_label=\"Win rate\",\n",
    ")\n",
    "# Save the second chart using the helper\n",
    "fig2.savefig(f\"{benchmarks_dir}/accuracy-training-progress.svg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
